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		<title>Hidden Shortcuts: How Surgical Equipment Biases Skew AI in the Operating Room</title>
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				<category><![CDATA[Health]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[bias mitigation]]></category>
		<category><![CDATA[data augmentation]]></category>
		<category><![CDATA[image segmentation]]></category>
		<category><![CDATA[laparoscopic cholecystectomy]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Medical Imaging]]></category>
		<category><![CDATA[Patient Safety]]></category>
		<category><![CDATA[PLOS Digital Health]]></category>
		<category><![CDATA[shortcut learning]]></category>
		<category><![CDATA[surgical AI]]></category>
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					<description><![CDATA[Researchers found that AI models for identifying safe dissection zones in gallbladder surgery rely on tool positions and lighting direction as shortcuts, and showed that augmentation techniques can substantially reduce these equipment-induced biases.]]></description>
		
		
		
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